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Run a 48 GB AI Model on a 32 GB Laptop: Janas Streams Model Experts From Your SSD at 37 tok/s

This story is from 2026-10-13. It is preserved in the archive; the latest stories are on the live feed.

The wall everyone hits with local models is always the same one: the model you actually want to run is bigger than your memory. You find a promising 80B mixture-of-experts model, check the file size, see 48 GB, look at your 32 GB of RAM, and close the tab. Or worse, you try it anyway and watch your…

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  1. 2026-10-13 12:03 · DEV Community — AI
    Run a 48 GB AI Model on a 32 GB Laptop: Janas Streams Model Experts From Your SSD at 37 tok/s

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